Research Use Only. KIRhub outputs are computational research artifacts. They are not validated for clinical decision-making, diagnosis, or treatment.

22358a97-998c-4dd2-a48c-67626c744751

6a4d1b4a-7ba6-565a-8865-bf102cbcdeed

Score in workbench →

Clinical attributes

From the source cohort, normalized into canonical keys plus the project's native columns.

cancer_type
cancer_type_detailed
subtype

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

Top 10 most elevated and top 10 most suppressed Hallmark pathways for this sample.

Top 10 elevated

  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.400
  • PROTEIN_SECRETION+0.400
  • UV_RESPONSE_DN+0.400
  • ALLOGRAFT_REJECTION+0.300
  • ANGIOGENESIS+0.300
  • IL6_JAK_STAT3_SIGNALING+0.300
  • INFLAMMATORY_RESPONSE+0.300
  • INTERFERON_GAMMA_RESPONSE+0.300
  • KRAS_SIGNALING_UP+0.300
  • TGF_BETA_SIGNALING+0.300

Top 10 suppressed

  • MYC_TARGETS_V2-0.600
  • E2F_TARGETS-0.500
  • OXIDATIVE_PHOSPHORYLATION-0.500
  • G2M_CHECKPOINT-0.300
  • MYC_TARGETS_V1-0.300
  • DNA_REPAIR-0.200
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.200
  • UV_RESPONSE_UP-0.200
  • ADIPOGENESIS-0.100
  • FATTY_ACID_METABOLISM-0.100

Patient twins — nearest pathway neighbors

MeasuredDerived

10 samples closest to this one in 50-dim pathway space, drawn from the Pathway Atlas. Cosine similarity = 1 means identical pathway state.

9 twins match this tumor's tissue · 1 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1TCGA-CR-7394-01A-11R-2016-07
head-neck@1
0.874
2TCGA-AO-A03U-01B-21R-A10J-07
breast-umap@18
D0.867
3efe57fc7-7cf4-432b-86ff-9fd2d1a37b5e
melanoma-umap@29
0.861
4TCGA-AR-A24V-01A-21R-A169-07
breast-umap@18
A0.859
5TCGA-BH-A1EO-01A-11R-A137-07
breast-umap@18
A0.855
620100235.Her2HRneg
breast-umap@18
C0.852
7TCGA-A8-A096-01A-11R-A00Z-07
breast-umap@18
B0.848
8TCGA-CR-7392-01A-11R-2016-07
head-neck@1
0.848
9TCGA-J2-8192-01A-11R-2241-07
lung-landscapes@6
cohortA10.844
10MDT-AP-3277
medullo-epn-umap@date-based
MedMedulloblastoma0.843

Per-pathway drug coverage

ModeledCalibratedDerived

For each elevated pathway in this tumor, the best-reversing drug across the catalog. Uncovered pathways = unmet need at pathway level for this one patient.

0 of 27 elevated pathways have at least one drug that meaningfully reverses them.

Pathway (elevated)tumor scoreBest drugreversal magnitude
EPITHELIAL_MESENCHYMAL_TRANSITION0.400Inavolisib— uncovered
PROTEIN_SECRETION0.400Remibrutinib— uncovered
UV_RESPONSE_DN0.400Inavolisib— uncovered
ALLOGRAFT_REJECTION0.300Idelalisib— uncovered
ANGIOGENESIS0.300Remibrutinib— uncovered
IL6_JAK_STAT3_SIGNALING0.300Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.300Idelalisib— uncovered
INTERFERON_GAMMA_RESPONSE0.300Idelalisib— uncovered
KRAS_SIGNALING_UP0.300Inavolisib— uncovered
TGF_BETA_SIGNALING0.300Inavolisib— uncovered
ANDROGEN_RESPONSE0.200Inavolisib— uncovered
APOPTOSIS0.200Idelalisib— uncovered
HEDGEHOG_SIGNALING0.200Inavolisib— uncovered
HYPOXIA0.200Idelalisib— uncovered
IL2_STAT5_SIGNALING0.200Idelalisib— uncovered
INTERFERON_ALPHA_RESPONSE0.200Inavolisib— uncovered
MITOTIC_SPINDLE0.200Inavolisib— uncovered
MTORC1_SIGNALING0.200Inavolisib— uncovered
MYOGENESIS0.200Inavolisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.200Inavolisib— uncovered